Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	505
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	55.4 KiB
Average record size in memory	112.3 B

Variable types

Numeric	13
Categorical	1

Alerts

`0.00632` is highly overall correlated with `0.5380` and 8 other fields	High correlation
`0.5380` is highly overall correlated with `0.00632` and 8 other fields	High correlation
`1` is highly overall correlated with `0.00632` and 2 other fields	High correlation
`15.30` is highly overall correlated with `24.00`	High correlation
`18.00` is highly overall correlated with `0.00632` and 4 other fields	High correlation
`2.310` is highly overall correlated with `0.00632` and 7 other fields	High correlation
`24.00` is highly overall correlated with `0.00632` and 7 other fields	High correlation
`296.0` is highly overall correlated with `0.00632` and 7 other fields	High correlation
`4.0900` is highly overall correlated with `0.00632` and 6 other fields	High correlation
`4.98` is highly overall correlated with `0.00632` and 7 other fields	High correlation
`6.5750` is highly overall correlated with `24.00` and 1 other fields	High correlation
`65.20` is highly overall correlated with `0.00632` and 7 other fields	High correlation
`0` is highly imbalanced (63.7%)	Imbalance
`18.00` has 372 (73.7%) zeros	Zeros

Reproduction

Analysis started	2024-03-08 16:12:32.478229
Analysis finished	2024-03-08 16:12:41.729444
Duration	9.25 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

0.00632
Real number (ℝ)

HIGH CORRELATION

Distinct	503
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6206665

Minimum	0.00906
Maximum	88.9762
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0.00906
5-th percentile	0.028798
Q1	0.08221
median	0.25915
Q3	3.67822
95-th percentile	15.80338
Maximum	88.9762
Range	88.96714
Interquartile range (IQR)	3.59601

Descriptive statistics

Standard deviation	8.6085718
Coefficient of variation (CV)	2.3776207
Kurtosis	37.062371
Mean	3.6206665
Median Absolute Deviation (MAD)	0.22405
Skewness	5.2183956
Sum	1828.4366
Variance	74.107509
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01501	2	0.4%
14.3337	2	0.4%
0.02731	1	0.2%
0.05083	1	0.2%
0.03113	1	0.2%
0.03049	1	0.2%
0.02543	1	0.2%
0.02498	1	0.2%
0.01301	1	0.2%
0.06151	1	0.2%
Other values (493)	493	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00906	1	0.2%
0.01096	1	0.2%
0.01301	1	0.2%
0.01311	1	0.2%
0.0136	1	0.2%
0.01381	1	0.2%
0.01432	1	0.2%
0.01439	1	0.2%
0.01501	2	0.4%
0.01538	1	0.2%

Value	Count	Frequency (%)
88.9762	1	0.2%
73.5341	1	0.2%
67.9208	1	0.2%
51.1358	1	0.2%
45.7461	1	0.2%
41.5292	1	0.2%
38.3518	1	0.2%
37.6619	1	0.2%
28.6558	1	0.2%
25.9406	1	0.2%

18.00
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.350495

Minimum	0
Maximum	100
Zeros	372
Zeros (%)	73.7%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	12.5
95-th percentile	80
Maximum	100
Range	100
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	23.343704
Coefficient of variation (CV)	2.0566243
Kurtosis	4.0249787
Mean	11.350495
Median Absolute Deviation (MAD)	0
Skewness	2.2256648
Sum	5732
Variance	544.9285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	372	73.7%
20	21	4.2%
80	15	3.0%
12.5	10	2.0%
22	10	2.0%
25	10	2.0%
40	7	1.4%
30	6	1.2%
45	6	1.2%
90	5	1.0%
Other values (15)	43	8.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	372	73.7%
12.5	10	2.0%
17.5	1	0.2%
20	21	4.2%
21	4	0.8%
22	10	2.0%
25	10	2.0%
28	3	0.6%
30	6	1.2%
33	4	0.8%

Value	Count	Frequency (%)
100	1	0.2%
95	4	0.8%
90	5	1.0%
85	2	0.4%
82.5	2	0.4%
80	15	3.0%
75	3	0.6%
70	3	0.6%
60	4	0.8%
55	3	0.6%

2.310
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.154257

Minimum	0.46
Maximum	27.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0.46
5-th percentile	2.18
Q1	5.19
median	9.69
Q3	18.1
95-th percentile	21.89
Maximum	27.74
Range	27.28
Interquartile range (IQR)	12.91

Descriptive statistics

Standard deviation	6.8558684
Coefficient of variation (CV)	0.6146414
Kurtosis	-1.2338757
Mean	11.154257
Median Absolute Deviation (MAD)	6.32
Skewness	0.29276212
Sum	5632.9
Variance	47.002931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.1	132	26.1%
19.58	30	5.9%
8.14	22	4.4%
6.2	18	3.6%
21.89	15	3.0%
9.9	12	2.4%
3.97	12	2.4%
8.56	11	2.2%
10.59	11	2.2%
5.86	10	2.0%
Other values (65)	232	45.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.46	1	0.2%
0.74	1	0.2%
1.21	1	0.2%
1.22	1	0.2%
1.25	2	0.4%
1.32	1	0.2%
1.38	1	0.2%
1.47	2	0.4%
1.52	4	0.8%
1.69	2	0.4%

Value	Count	Frequency (%)
27.74	5	1.0%
25.65	7	1.4%
21.89	15	3.0%
19.58	30	5.9%
18.1	132	26.1%
15.04	3	0.6%
13.92	5	1.0%
13.89	4	0.8%
12.83	6	1.2%
11.93	5	1.0%

0
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

0	470
1	35

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	505
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	470	93.1%
1	35	6.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	470	93.1%
1	35	6.9%

Most occurring characters

Value	Count	Frequency (%)
0	470	93.1%
1	35	6.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	505	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	470	93.1%
1	35	6.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	505	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	470	93.1%
1	35	6.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	505	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	470	93.1%
1	35	6.9%

0.5380
Real number (ℝ)

HIGH CORRELATION

Distinct	81
Distinct (%)	16.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.55472812

Minimum	0.385
Maximum	0.871
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0.385
5-th percentile	0.4092
Q1	0.449
median	0.538
Q3	0.624
95-th percentile	0.74
Maximum	0.871
Range	0.486
Interquartile range (IQR)	0.175

Descriptive statistics

Standard deviation	0.11599019
Coefficient of variation (CV)	0.20909376
Kurtosis	-0.071076233
Mean	0.55472812
Median Absolute Deviation (MAD)	0.089
Skewness	0.7277837
Sum	280.1377
Variance	0.013453724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.538	22	4.4%
0.713	18	3.6%
0.437	17	3.4%
0.871	16	3.2%
0.624	15	3.0%
0.489	15	3.0%
0.605	14	2.8%
0.693	14	2.8%
0.74	13	2.6%
0.544	12	2.4%
Other values (71)	349	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.385	1	0.2%
0.389	1	0.2%
0.392	2	0.4%
0.394	1	0.2%
0.398	2	0.4%
0.4	4	0.8%
0.401	3	0.6%
0.403	3	0.6%
0.404	3	0.6%
0.405	3	0.6%

Value	Count	Frequency (%)
0.871	16	3.2%
0.77	8	1.6%
0.74	13	2.6%
0.718	6	1.2%
0.713	18	3.6%
0.7	11	2.2%
0.693	14	2.8%
0.679	8	1.6%
0.671	7	1.4%
0.668	3	0.6%

6.5750
Real number (ℝ)

HIGH CORRELATION

Distinct	445
Distinct (%)	88.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2840594

Minimum	3.561
Maximum	8.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	3.561
5-th percentile	5.312
Q1	5.885
median	6.208
Q3	6.625
95-th percentile	7.592
Maximum	8.78
Range	5.219
Interquartile range (IQR)	0.74

Descriptive statistics

Standard deviation	0.70319467
Coefficient of variation (CV)	0.11190134
Kurtosis	1.8864562
Mean	6.2840594
Median Absolute Deviation (MAD)	0.344
Skewness	0.40574304
Sum	3173.45
Variance	0.49448274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.167	3	0.6%
6.405	3	0.6%
6.127	3	0.6%
6.229	3	0.6%
6.417	3	0.6%
5.713	3	0.6%
6.326	2	0.4%
6.782	2	0.4%
6.951	2	0.4%
6.312	2	0.4%
Other values (435)	479	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.561	1	0.2%
3.863	1	0.2%
4.138	2	0.4%
4.368	1	0.2%
4.519	1	0.2%
4.628	1	0.2%
4.652	1	0.2%
4.88	1	0.2%
4.903	1	0.2%
4.906	1	0.2%

Value	Count	Frequency (%)
8.78	1	0.2%
8.725	1	0.2%
8.704	1	0.2%
8.398	1	0.2%
8.375	1	0.2%
8.337	1	0.2%
8.297	1	0.2%
8.266	1	0.2%
8.259	1	0.2%
8.247	1	0.2%

65.20
Real number (ℝ)

HIGH CORRELATION

Distinct	356
Distinct (%)	70.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.581584

Minimum	2.9
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	2.9
5-th percentile	17.72
Q1	45
median	77.7
Q3	94.1
95-th percentile	100
Maximum	100
Range	97.1
Interquartile range (IQR)	49.1

Descriptive statistics

Standard deviation	28.176371
Coefficient of variation (CV)	0.41084457
Kurtosis	-0.97107393
Mean	68.581584
Median Absolute Deviation (MAD)	19.6
Skewness	-0.59911057
Sum	34633.7
Variance	793.90789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	43	8.5%
95.4	4	0.8%
87.9	4	0.8%
98.2	4	0.8%
97.9	4	0.8%
98.8	4	0.8%
96	4	0.8%
97.3	3	0.6%
95.6	3	0.6%
96.2	3	0.6%
Other values (346)	429	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.9	1	0.2%
6	1	0.2%
6.2	1	0.2%
6.5	1	0.2%
6.6	2	0.4%
6.8	1	0.2%
7.8	2	0.4%
8.4	1	0.2%
8.9	1	0.2%
9.8	1	0.2%

Value	Count	Frequency (%)
100	43	8.5%
99.3	1	0.2%
99.1	1	0.2%
98.9	3	0.6%
98.8	4	0.8%
98.7	1	0.2%
98.5	1	0.2%
98.4	2	0.4%
98.3	2	0.4%
98.2	4	0.8%

4.0900
Real number (ℝ)

HIGH CORRELATION

Distinct	411
Distinct (%)	81.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7944586

Minimum	1.1296
Maximum	12.1265
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1.1296
5-th percentile	1.46174
Q1	2.1
median	3.1992
Q3	5.2119
95-th percentile	7.8278
Maximum	12.1265
Range	10.9969
Interquartile range (IQR)	3.1119

Descriptive statistics

Standard deviation	2.1077571
Coefficient of variation (CV)	0.55548295
Kurtosis	0.48244716
Mean	3.7944586
Median Absolute Deviation (MAD)	1.2896
Skewness	1.0116745
Sum	1916.2016
Variance	4.4426398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.4952	5	1.0%
5.7209	4	0.8%
5.2873	4	0.8%
5.4007	4	0.8%
6.8147	4	0.8%
4.7211	3	0.6%
6.4798	3	0.6%
5.4159	3	0.6%
3.6519	3	0.6%
3.9454	3	0.6%
Other values (401)	469	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.1296	1	0.2%
1.137	1	0.2%
1.1691	1	0.2%
1.1742	1	0.2%
1.1781	1	0.2%
1.2024	1	0.2%
1.2852	1	0.2%
1.3163	1	0.2%
1.3216	1	0.2%
1.3325	1	0.2%

Value	Count	Frequency (%)
12.1265	1	0.2%
10.7103	2	0.4%
10.5857	2	0.4%
9.2229	1	0.2%
9.2203	2	0.4%
9.1876	1	0.2%
9.0892	1	0.2%
8.9067	2	0.4%
8.7921	2	0.4%
8.6966	1	0.2%

1
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.5663366

Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	5
Q3	24
95-th percentile	24
Maximum	24
Range	23
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	8.7075532
Coefficient of variation (CV)	0.9102286
Kurtosis	-0.87298988
Mean	9.5663366
Median Absolute Deviation (MAD)	2
Skewness	1.0027438
Sum	4831
Variance	75.821484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
24	132	26.1%
5	115	22.8%
4	110	21.8%
3	38	7.5%
6	26	5.1%
2	24	4.8%
8	24	4.8%
1	19	3.8%
7	17	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	19	3.8%
2	24	4.8%
3	38	7.5%
4	110	21.8%
5	115	22.8%
6	26	5.1%
7	17	3.4%
8	24	4.8%
24	132	26.1%

Value	Count	Frequency (%)
24	132	26.1%
8	24	4.8%
7	17	3.4%
6	26	5.1%
5	115	22.8%
4	110	21.8%
3	38	7.5%
2	24	4.8%
1	19	3.8%

296.0
Real number (ℝ)

HIGH CORRELATION

Distinct	66
Distinct (%)	13.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	408.45941

Minimum	187
Maximum	711
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	187
5-th percentile	222
Q1	279
median	330
Q3	666
95-th percentile	666
Maximum	711
Range	524
Interquartile range (IQR)	387

Descriptive statistics

Standard deviation	168.62999
Coefficient of variation (CV)	0.41284394
Kurtosis	-1.1467628
Mean	408.45941
Median Absolute Deviation (MAD)	73
Skewness	0.6667996
Sum	206272
Variance	28436.074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
666	132	26.1%
307	40	7.9%
403	30	5.9%
437	15	3.0%
304	14	2.8%
398	12	2.4%
264	12	2.4%
277	11	2.2%
384	11	2.2%
330	10	2.0%
Other values (56)	218	43.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
187	1	0.2%
188	7	1.4%
193	8	1.6%
198	1	0.2%
216	5	1.0%
222	7	1.4%
223	5	1.0%
224	10	2.0%
226	1	0.2%
233	9	1.8%

Value	Count	Frequency (%)
711	5	1.0%
666	132	26.1%
469	1	0.2%
437	15	3.0%
432	9	1.8%
430	3	0.6%
422	1	0.2%
411	2	0.4%
403	30	5.9%
402	2	0.4%

15.30
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.461782

Minimum	12.6
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	12.6
5-th percentile	14.7
Q1	17.4
median	19.1
Q3	20.2
95-th percentile	21
Maximum	22
Range	9.4
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	2.16252
Coefficient of variation (CV)	0.11713495
Kurtosis	-0.26706162
Mean	18.461782
Median Absolute Deviation (MAD)	1.1
Skewness	-0.80914507
Sum	9323.2
Variance	4.6764928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
20.2	140	27.7%
14.7	34	6.7%
21	27	5.3%
17.8	23	4.6%
19.2	19	3.8%
17.4	18	3.6%
18.6	17	3.4%
19.1	17	3.4%
18.4	16	3.2%
16.6	16	3.2%
Other values (36)	178	35.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.6	3	0.6%
13	12	2.4%
13.6	1	0.2%
14.4	1	0.2%
14.7	34	6.7%
14.8	3	0.6%
14.9	4	0.8%
15.1	1	0.2%
15.2	13	2.6%
15.3	2	0.4%

Value	Count	Frequency (%)
22	2	0.4%
21.2	15	3.0%
21.1	1	0.2%
21	27	5.3%
20.9	11	2.2%
20.2	140	27.7%
20.1	5	1.0%
19.7	8	1.6%
19.6	8	1.6%
19.2	19	3.8%

396.90
Real number (ℝ)

Distinct	357
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	356.59438

Minimum	0.32
Maximum	396.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0.32
5-th percentile	84.362
Q1	375.33
median	391.43
Q3	396.21
95-th percentile	396.9
Maximum	396.9
Range	396.58
Interquartile range (IQR)	20.88

Descriptive statistics

Standard deviation	91.367787
Coefficient of variation (CV)	0.2562233
Kurtosis	7.2043909
Mean	356.59438
Median Absolute Deviation (MAD)	5.47
Skewness	-2.8867466
Sum	180080.16
Variance	8348.0725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
396.9	120	23.8%
393.74	3	0.6%
395.24	3	0.6%
376.14	2	0.4%
394.72	2	0.4%
395.63	2	0.4%
392.8	2	0.4%
395.56	2	0.4%
390.94	2	0.4%
393.68	2	0.4%
Other values (347)	365	72.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.32	1	0.2%
2.52	1	0.2%
2.6	1	0.2%
3.5	1	0.2%
3.65	1	0.2%
6.68	1	0.2%
7.68	1	0.2%
9.32	1	0.2%
10.48	1	0.2%
16.45	1	0.2%

Value	Count	Frequency (%)
396.9	120	23.8%
396.42	1	0.2%
396.33	1	0.2%
396.3	1	0.2%
396.28	1	0.2%
396.24	1	0.2%
396.23	1	0.2%
396.21	2	0.4%
396.14	1	0.2%
396.06	2	0.4%

4.98
Real number (ℝ)

HIGH CORRELATION

Distinct	454
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.668257

Minimum	1.73
Maximum	37.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1.73
5-th percentile	3.706
Q1	7.01
median	11.38
Q3	16.96
95-th percentile	26.81
Maximum	37.97
Range	36.24
Interquartile range (IQR)	9.95

Descriptive statistics

Standard deviation	7.1399504
Coefficient of variation (CV)	0.56360951
Kurtosis	0.49197547
Mean	12.668257
Median Absolute Deviation (MAD)	4.81
Skewness	0.9047527
Sum	6397.47
Variance	50.978891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.79	3	0.6%
14.1	3	0.6%
6.36	3	0.6%
8.05	3	0.6%
18.13	3	0.6%
13.15	2	0.4%
4.56	2	0.4%
6.72	2	0.4%
3.11	2	0.4%
9.5	2	0.4%
Other values (444)	480	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.73	1	0.2%
1.92	1	0.2%
1.98	1	0.2%
2.47	1	0.2%
2.87	1	0.2%
2.88	1	0.2%
2.94	1	0.2%
2.96	1	0.2%
2.97	1	0.2%
2.98	1	0.2%

Value	Count	Frequency (%)
37.97	1	0.2%
36.98	1	0.2%
34.77	1	0.2%
34.41	1	0.2%
34.37	1	0.2%
34.02	1	0.2%
31.99	1	0.2%
30.81	2	0.4%
30.63	1	0.2%
30.62	1	0.2%

24.00
Real number (ℝ)

HIGH CORRELATION

Distinct	229
Distinct (%)	45.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.529901

Minimum	5
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	5
5-th percentile	10.2
Q1	17
median	21.2
Q3	25
95-th percentile	43.42
Maximum	50
Range	45
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	9.2059912
Coefficient of variation (CV)	0.40861215
Kurtosis	1.4881935
Mean	22.529901
Median Absolute Deviation (MAD)	4
Skewness	1.1080358
Sum	11377.6
Variance	84.750275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	16	3.2%
25	8	1.6%
23.1	7	1.4%
21.7	7	1.4%
22	7	1.4%
19.4	6	1.2%
20.6	6	1.2%
19.3	5	1.0%
20.1	5	1.0%
17.8	5	1.0%
Other values (219)	433	85.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	0.4%
5.6	1	0.2%
6.3	1	0.2%
7	2	0.4%
7.2	3	0.6%
7.4	1	0.2%
7.5	1	0.2%
8.1	1	0.2%
8.3	2	0.4%
8.4	2	0.4%

Value	Count	Frequency (%)
50	16	3.2%
48.8	1	0.2%
48.5	1	0.2%
48.3	1	0.2%
46.7	1	0.2%
46	1	0.2%
45.4	1	0.2%
44.8	1	0.2%
44	1	0.2%
43.8	1	0.2%

Auto

Heatmap
Table

	0	0.00632	0.5380	1	15.30	18.00	2.310	24.00	296.0	396.90	4.0900	4.98	6.5750	65.20
0	1.000	0.041	0.069	0.024	-0.137	-0.041	0.089	0.141	-0.045	-0.039	-0.080	-0.051	0.059	0.068
0.00632	0.041	1.000	0.824	0.726	0.464	-0.570	0.734	-0.559	0.729	-0.358	-0.746	0.633	-0.307	0.705
0.5380	0.069	0.824	1.000	0.588	0.393	-0.636	0.793	-0.563	0.650	-0.297	-0.880	0.638	-0.310	0.795
1	0.024	0.726	0.588	1.000	0.316	-0.276	0.453	-0.346	0.705	-0.280	-0.496	0.392	-0.105	0.418
15.30	-0.137	0.464	0.393	0.316	1.000	-0.447	0.432	-0.556	0.453	-0.070	-0.322	0.466	-0.311	0.356
18.00	-0.041	-0.570	-0.636	-0.276	-0.447	1.000	-0.641	0.437	-0.371	0.161	0.614	-0.488	0.360	-0.544
2.310	0.089	0.734	0.793	0.453	0.432	-0.641	1.000	-0.578	0.665	-0.283	-0.758	0.637	-0.414	0.680
24.00	0.141	-0.559	-0.563	-0.346	-0.556	0.437	-0.578	1.000	-0.562	0.185	0.446	-0.853	0.633	-0.548
296.0	-0.045	0.729	0.650	0.705	0.453	-0.371	0.665	-0.562	1.000	-0.329	-0.575	0.534	-0.271	0.526
396.90	-0.039	-0.358	-0.297	-0.280	-0.070	0.161	-0.283	0.185	-0.329	1.000	0.249	-0.208	0.052	-0.228
4.0900	-0.080	-0.746	-0.880	-0.496	-0.322	0.614	-0.758	0.446	-0.575	0.249	1.000	-0.564	0.263	-0.801
4.98	-0.051	0.633	0.638	0.392	0.466	-0.488	0.637	-0.853	0.534	-0.208	-0.564	1.000	-0.640	0.658
6.5750	0.059	-0.307	-0.310	-0.105	-0.311	0.360	-0.414	0.633	-0.271	0.052	0.263	-0.640	1.000	-0.278
65.20	0.068	0.705	0.795	0.418	0.356	-0.544	0.680	-0.548	0.526	-0.228	-0.801	0.658	-0.278	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	0.00632	18.00	2.310	0.5380	6.5750	65.20	4.0900	1	296.0	15.30	396.90	4.98	24.00
0	0.02731	0.0	7.07	0.469	6.421	78.9	4.9671	2	242.0	17.8	396.90	9.14	21.6
1	0.02729	0.0	7.07	0.469	7.185	61.1	4.9671	2	242.0	17.8	392.83	4.03	34.7
2	0.03237	0.0	2.18	0.458	6.998	45.8	6.0622	3	222.0	18.7	394.63	2.94	33.4
3	0.06905	0.0	2.18	0.458	7.147	54.2	6.0622	3	222.0	18.7	396.90	5.33	36.2
4	0.02985	0.0	2.18	0.458	6.430	58.7	6.0622	3	222.0	18.7	394.12	5.21	28.7
5	0.08829	12.5	7.87	0.524	6.012	66.6	5.5605	5	311.0	15.2	395.60	12.43	22.9
6	0.14455	12.5	7.87	0.524	6.172	96.1	5.9505	5	311.0	15.2	396.90	19.15	27.1
7	0.21124	12.5	7.87	0.524	5.631	100.0	6.0821	5	311.0	15.2	386.63	29.93	16.5
8	0.17004	12.5	7.87	0.524	6.004	85.9	6.5921	5	311.0	15.2	386.71	17.10	18.9
9	0.22489	12.5	7.87	0.524	6.377	94.3	6.3467	5	311.0	15.2	392.52	20.45	15.0

	0.00632	2.310	0.5380	6.5750	65.20	4.0900	1	296.0	15.30	396.90	4.98	24.00
495	0.28960	9.69	0.585	5.390	72.9	2.7986	6	391.0	19.2	396.90	21.14	19.7
496	0.26838	9.69	0.585	5.794	70.6	2.8927	6	391.0	19.2	396.90	14.10	18.3
497	0.23912	9.69	0.585	6.019	65.3	2.4091	6	391.0	19.2	396.90	12.92	21.2
498	0.17783	9.69	0.585	5.569	73.5	2.3999	6	391.0	19.2	395.77	15.10	17.5
499	0.22438	9.69	0.585	6.027	79.7	2.4982	6	391.0	19.2	396.90	14.33	16.8
500	0.06263	11.93	0.573	6.593	69.1	2.4786	1	273.0	21.0	391.99	9.67	22.4
501	0.04527	11.93	0.573	6.120	76.7	2.2875	1	273.0	21.0	396.90	9.08	20.6
502	0.06076	11.93	0.573	6.976	91.0	2.1675	1	273.0	21.0	396.90	5.64	23.9
503	0.10959	11.93	0.573	6.794	89.3	2.3889	1	273.0	21.0	393.45	6.48	22.0
504	0.04741	11.93	0.573	6.030	80.8	2.5050	1	273.0	21.0	396.90	7.88	11.9

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample